THE NPD GROUP
1 Intoduction
This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.
2 About me
Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.
3 About the project
3.1 How this project comes to life?
First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.
The tools I used are: Python, Polars, and DuckDB
3.2 The process
The process was done in my local machine, and it was as followed.
4 General graphs
4.1 market research indestry’s yearly new recruit count
4.2 the npd group’s workforce status over the years
5 Workforce sample
5.1 Alban Mentz
Job title: Chargã dâ ã tudes sã nior
Associated: True
Socials: https://linkedin.com/in/alban-mentz-8b918241
5.1.1 Alban Mentz’s working period at the npd group
5.1.2 Gantt plot of Alban Mentz’s experience
5.2 Alexia Mottis
Job title: En charge du dã veloppement du portefeuille de solutions ã destination des marques de sport
Associated: True
Socials: https://linkedin.com/in/alexia-mottis-95b6971a | https://linkedin.com/in/alexiamottis
5.2.1 Alexia Mottis’s working period at the npd group
5.2.2 Gantt plot of Alexia Mottis’s experience
5.3 Ali Haider
Job title: Area sale exective
Associated: True
Socials: https://linkedin.com/in/ali-haider-7b6b39116
5.3.1 Ali Haider’s working period at the npd group
5.3.2 Gantt plot of Ali Haider’s experience
5.4 Bcomm Totino
Job title: Senior account manager
Associated: False
Socials: https://linkedin.com/in/rtotinoinsightslead
5.4.1 Bcomm Totino’s working period at the npd group
5.4.2 Gantt plot of Bcomm Totino’s experience
5.5 Blake Ni
Job title: China business development director
Associated: True
Socials: https://facebook.com/blake.ni.5 | https://linkedin.com/in/blakeni
5.5.1 Blake Ni’s working period at the npd group
5.5.2 Gantt plot of Blake Ni’s experience
5.6 Brad Akyuz
Job title: Director, connected intelligence
Associated: True
Socials: https://linkedin.com/in/brad-baruh-akyuz-7952645
5.6.1 Brad Akyuz’s working period at the npd group
5.6.2 Gantt plot of Brad Akyuz’s experience
5.7 Brian Jacobs
Job title: Head of fp and a - video games, toys, books and video entertainment
Associated: True
Socials: https://linkedin.com/in/brian-jacobs-090a367 | https://linkedin.com/in/brianjacobs22
5.7.1 Brian Jacobs’s working period at the npd group
5.7.2 Gantt plot of Brian Jacobs’s experience
5.8 Cathy Qiu
Job title: Advanced modeling intern
Associated: True
Socials: https://twitter.com/cathyqiujing | https://linkedin.com/in/cathyqiujing | https://gravatar.com/cathyqiu | https://about.me/cathyqiu | https://foursquare.com/user/5577218 | https://facebook.com/cathy.qiu.5 | https://klout.com/cathyqiujing
5.8.1 Cathy Qiu’s working period at the npd group
5.8.2 Gantt plot of Cathy Qiu’s experience
5.9 Chad Soileau
Job title: Panel specialist
Associated: True
Socials: https://linkedin.com/in/chadwsoileau
5.9.1 Chad Soileau’s working period at the npd group
5.9.2 Gantt plot of Chad Soileau’s experience
5.10 Chantal Spraggins
Job title: Executive assistant
Associated: True
Socials: https://linkedin.com/in/chantal-spraggins-b41aa219 | https://facebook.com/chantal.spraggins.1 | https://linkedin.com/in/chantalspraggins
5.10.1 Chantal Spraggins’s working period at the npd group
5.10.2 Gantt plot of Chantal Spraggins’s experience
5.11 Chris Jewell
Job title: Agt
Associated: True
Socials: https://linkedin.com/in/chris-jewell-92307549
5.11.1 Chris Jewell’s working period at the npd group
5.11.2 Gantt plot of Chris Jewell’s experience
5.12 Clara Salazar
Job title: Asistente de jefe de cuentas - beauty
Associated: False
Socials: https://linkedin.com/in/clarapalomaresalazar-mkt-im | https://linkedin.com/in/clara-patricia-palomares-salazar-18555a50
5.12.1 Clara Salazar’s working period at the npd group
5.12.2 Gantt plot of Clara Salazar’s experience
5.13 Clothilde Vazeux
Job title: ****
Associated: False
Socials: https://linkedin.com/in/clothilde-vazeux-48233323
5.13.1 Clothilde Vazeux’s working period at the npd group
5.13.2 Gantt plot of Clothilde Vazeux’s experience
5.14 Debbie So
Job title: Specialist, client development
Associated: True
Socials: https://linkedin.com/in/debbieso
5.14.1 Debbie So’s working period at the npd group
5.14.2 Gantt plot of Debbie So’s experience
5.15 Dermot Ainsworth
Job title: General manager - npd group market research ireland
Associated: True
Socials: https://linkedin.com/in/dermot-ainsworth-0320a34 | https://linkedin.com/in/dermot-ainsworth-032a34
5.15.1 Dermot Ainsworth’s working period at the npd group
5.15.2 Gantt plot of Dermot Ainsworth’s experience
5.16 Dhara Kadakia
Job title: Manager, client development
Associated: True
Socials: https://linkedin.com/in/dhara-kelkar-34a7b89 | https://linkedin.com/in/dhara-kadakia-34a7b89
5.16.1 Dhara Kadakia’s working period at the npd group
5.16.2 Gantt plot of Dhara Kadakia’s experience
5.17 Diego Cepeda
Job title: Account specialist - kraft foods
Associated: False
Socials: https://foursquare.com/user/42952759 | https://youtube.com/user/dhcepeda | https://linkedin.com/in/dicepeda | https://facebook.com/dhcepeda | https://about.me/cepedadi | https://pinterest.com/dhcepeda | https://angel.co/diego-cepeda | https://linkedin.com/in/diego-cepeda-1bb2543 | https://quora.com/diego-h-cepeda
5.17.1 Diego Cepeda’s working period at the npd group
5.17.2 Gantt plot of Diego Cepeda’s experience
5.18 Emilia Licznar
Job title: Specialist, operations
Associated: True
Socials: https://linkedin.com/in/emilia-licznar-922a4488
5.18.1 Emilia Licznar’s working period at the npd group
5.18.2 Gantt plot of Emilia Licznar’s experience
5.19 Emily Watzke
Job title: Account manager, client development
Associated: True
Socials: https://linkedin.com/in/emilywatzke
5.19.1 Emily Watzke’s working period at the npd group
5.19.2 Gantt plot of Emily Watzke’s experience
5.20 Evelyn Liu
Job title: Data analyst
Associated: False
Socials: https://linkedin.com/in/evelyn-liu-49b2b0b3
5.20.1 Evelyn Liu’s working period at the npd group
5.20.2 Gantt plot of Evelyn Liu’s experience
5.21 Farhan Noor
Job title: ****
Associated: True
Socials: https://linkedin.com/in/farhan-noor-44a22594
5.21.1 Farhan Noor’s working period at the npd group
5.21.2 Gantt plot of Farhan Noor’s experience
5.22 Filippo Tognarelli
Job title: System analyst
Associated: False
Socials: https://linkedin.com/in/felipetognarelli
5.22.1 Filippo Tognarelli’s working period at the npd group
5.22.2 Gantt plot of Filippo Tognarelli’s experience
5.23 Francis Bailey
Job title: Operations associate
Associated: False
Socials: https://linkedin.com/in/francis-bailey-a22419124
5.23.1 Francis Bailey’s working period at the npd group
5.23.2 Gantt plot of Francis Bailey’s experience
5.24 Hamid Latif
Job title: ****
Associated: True
Socials: https://linkedin.com/in/hamid-latif-7bb55998
5.24.1 Hamid Latif’s working period at the npd group
5.24.2 Gantt plot of Hamid Latif’s experience
5.25 Hao Feng
Job title: Product manager
Associated: True
Socials: https://linkedin.com/in/hao-feng-32510b16
5.25.1 Hao Feng’s working period at the npd group
5.25.2 Gantt plot of Hao Feng’s experience
5.26 Jasmine Jolly
Job title: Detective
Associated: True
Socials: https://linkedin.com/in/jasmine-jolly-b01b05125
5.26.1 Jasmine Jolly’s working period at the npd group
5.26.2 Gantt plot of Jasmine Jolly’s experience
5.27 Jennifer Prykuta
Job title: Manager, panel
Associated: True
Socials: https://linkedin.com/in/jennifer-maddaloni-prykuta-3839ba98
5.27.1 Jennifer Prykuta’s working period at the npd group
5.27.2 Gantt plot of Jennifer Prykuta’s experience
5.28 Joanna Panek
Job title: Editor
Associated: True
Socials: https://linkedin.com/in/joanna-panek-48877034
5.28.1 Joanna Panek’s working period at the npd group
5.28.2 Gantt plot of Joanna Panek’s experience
5.29 John Ciampi
Job title: Market analyst
Associated: True
Socials: https://linkedin.com/in/john-ciampi-31632714 | https://linkedin.com/in/john-ciampi-iii-31632714 | https://facebook.com/john.ciampi.75
5.29.1 John Ciampi’s working period at the npd group
5.29.2 Gantt plot of John Ciampi’s experience
5.30 Johnnie Rico
Job title: Retired
Associated: True
Socials: https://linkedin.com/in/johnnie-rico-b1978419b
5.30.1 Johnnie Rico’s working period at the npd group
5.30.2 Gantt plot of Johnnie Rico’s experience
5.31 Jose Nunez
Job title: Painting
Associated: True
Socials: https://linkedin.com/in/jose-nunez-a4634a25
5.31.1 Jose Nunez’s working period at the npd group
5.31.2 Gantt plot of Jose Nunez’s experience
5.32 Joseph Bopp
Job title: Manager ops, client services
Associated: True
Socials: https://linkedin.com/in/joseph-bopp-5a199a | https://facebook.com/kingfelix
5.32.1 Joseph Bopp’s working period at the npd group
5.32.2 Gantt plot of Joseph Bopp’s experience
5.33 Joshua Retzloff
Job title: Operations manager - supply track and automotive
Associated: False
Socials: https://linkedin.com/in/joshua-retzloff-33bba618 | https://linkedin.com/in/joshua-retzloff-pmp-33bba618
5.33.1 Joshua Retzloff’s working period at the npd group
5.33.2 Gantt plot of Joshua Retzloff’s experience
5.34 Maria Vanifatova
Job title: Vp, head of foodservice europe
Associated: True
Socials: https://facebook.com/maria.vanifatova | https://linkedin.com/in/maria-vanifatova-24b99633
5.34.1 Maria Vanifatova’s working period at the npd group
5.34.2 Gantt plot of Maria Vanifatova’s experience
5.35 Melissa Crowe
Job title: Director, home
Associated: True
Socials: https://linkedin.com/in/melissa-crowe | https://linkedin.com/in/melissa-crowe-7161924
5.35.1 Melissa Crowe’s working period at the npd group
5.35.2 Gantt plot of Melissa Crowe’s experience
5.36 Mian Abid
Job title: ****
Associated: True
Socials: https://linkedin.com/in/mian-abid-21074aa1
5.36.1 Mian Abid’s working period at the npd group
5.36.2 Gantt plot of Mian Abid’s experience
5.37 Miriam Stevens
Job title: Account manager, client development - target corp
Associated: True
Socials: https://linkedin.com/in/miriam-stevens-951a5813 | https://linkedin.com/in/miriamjstevens
5.37.1 Miriam Stevens’s working period at the npd group
5.37.2 Gantt plot of Miriam Stevens’s experience
5.38 Mitchell Rigg
Job title: Data and insight specialist, checkout
Associated: True
Socials: https://linkedin.com/in/mitchellrigg | https://linkedin.com/in/mitchell-rigg-74b84629
5.38.1 Mitchell Rigg’s working period at the npd group
5.38.2 Gantt plot of Mitchell Rigg’s experience
5.39 Ndatimana Emmanuel
Job title: Crush operator
Associated: True
Socials: https://linkedin.com/in/ndatimana-emmanuel-b64907168
5.39.1 Ndatimana Emmanuel’s working period at the npd group
5.39.2 Gantt plot of Ndatimana Emmanuel’s experience
5.40 Nicholas Pitsch
Job title: Manager, client develoment, checkout
Associated: True
Socials: https://linkedin.com/in/nicholas-pitsch-80500519
5.40.1 Nicholas Pitsch’s working period at the npd group
5.40.2 Gantt plot of Nicholas Pitsch’s experience
5.41 Nilesh Patidar
Job title: Owner
Associated: True
Socials: https://linkedin.com/in/nilesh-patidar-17140220
5.41.1 Nilesh Patidar’s working period at the npd group
5.41.2 Gantt plot of Nilesh Patidar’s experience
5.42 Nitin Dewan
Job title: Owner
Associated: True
Socials: https://linkedin.com/in/nitin-dewan-83aa2644
5.42.1 Nitin Dewan’s working period at the npd group
5.42.2 Gantt plot of Nitin Dewan’s experience
5.43 Noel Magalang
Job title: Reporting analyst
Associated: True
Socials: https://linkedin.com/in/noel-magalang-bb789725
5.43.1 Noel Magalang’s working period at the npd group
5.43.2 Gantt plot of Noel Magalang’s experience
5.44 Nuzhat Shorna
Job title: Beauty
Associated: True
Socials: https://linkedin.com/in/nshorna
5.44.1 Nuzhat Shorna’s working period at the npd group
5.44.2 Gantt plot of Nuzhat Shorna’s experience
5.45 Padmanabhan Srinivasan
Job title: Mechanical engineer
Associated: True
Socials: https://linkedin.com/in/padmanabhan-srinivasan-495b73b
5.45.1 Padmanabhan Srinivasan’s working period at the npd group
5.45.2 Gantt plot of Padmanabhan Srinivasan’s experience
5.46 Ph.D Duttaray
Job title: Executive director, checkout tracking, r and d
Associated: True
Socials: https://linkedin.com/in/mousumi-duttaray-ph-d-a9a8865
5.46.1 Ph.D Duttaray’s working period at the npd group
5.46.2 Gantt plot of Ph.D Duttaray’s experience
5.47 Prad Sagar
Job title: Account manager
Associated: False
Socials: https://linkedin.com/in/prad-sagar
5.47.1 Prad Sagar’s working period at the npd group
5.47.2 Gantt plot of Prad Sagar’s experience
5.48 Rebecca Wiechman
Job title: Director, client development–ecommerce checkout
Associated: True
Socials: https://linkedin.com/in/rebeccawiechman | https://twitter.com/beckybmw | https://linkedin.com/in/rebecca-wiechman-6762b54
5.48.1 Rebecca Wiechman’s working period at the npd group
5.48.2 Gantt plot of Rebecca Wiechman’s experience
5.49 Rhonda Nedderman
Job title: Client development
Associated: True
Socials: https://linkedin.com/in/rhonda-nedderman-5a62552
5.49.1 Rhonda Nedderman’s working period at the npd group
5.49.2 Gantt plot of Rhonda Nedderman’s experience
5.50 Robert Liguori
Job title: President, games and eedar
Associated: True
Socials: https://twitter.com/rob_liguori | https://linkedin.com/in/robertliguori | https://linkedin.com/in/robert-liguori-3309032 | https://klout.com/rob_liguori
5.50.1 Robert Liguori’s working period at the npd group
5.50.2 Gantt plot of Robert Liguori’s experience
5.51 Roberta Arrivillaga
Job title: Sales and marketing coordinator
Associated: True
Socials: https://linkedin.com/in/roberta-arrivillaga-0a09656
5.51.1 Roberta Arrivillaga’s working period at the npd group
5.51.2 Gantt plot of Roberta Arrivillaga’s experience
5.52 Ruthie Labedz
Job title: Administrator and all the things and office mom
Associated: True
Socials: https://linkedin.com/in/ruthie-labedz-aa76768
5.52.1 Ruthie Labedz’s working period at the npd group
5.52.2 Gantt plot of Ruthie Labedz’s experience
5.53 Saleh Dehaiman
Job title: Supply track operations associate
Associated: True
Socials: https://linkedin.com/in/saleh-dehaiman-b4258812
5.53.1 Saleh Dehaiman’s working period at the npd group
5.53.2 Gantt plot of Saleh Dehaiman’s experience
5.54 Sara Laor
Job title: Director, client service
Associated: False
Socials: https://linkedin.com/in/sara-laor-31872b7 | https://linkedin.com/in/saralaor | https://gravatar.com/saralaor
5.54.1 Sara Laor’s working period at the npd group
5.54.2 Gantt plot of Sara Laor’s experience
5.55 Sarah Dutille
Job title: Recruiting coordinator
Associated: True
Socials: https://linkedin.com/in/sarah-dutille-6a664274
5.55.1 Sarah Dutille’s working period at the npd group
5.55.2 Gantt plot of Sarah Dutille’s experience
5.56 Stephen Hinz
Job title: Client development manager
Associated: True
Socials: https://linkedin.com/in/stephen-hinz-48458215 | https://facebook.com/stephen.r.hinz
5.56.1 Stephen Hinz’s working period at the npd group
5.56.2 Gantt plot of Stephen Hinz’s experience
5.57 Tamar Hollander
Job title: Account manager, consumer and commercial technology
Associated: True
Socials: https://linkedin.com/in/tamar-hollander-88737519
5.57.1 Tamar Hollander’s working period at the npd group
5.57.2 Gantt plot of Tamar Hollander’s experience
5.58 Tara Casillas
Job title: Detective
Associated: True
Socials: https://linkedin.com/in/tara-casillas-949b40178
5.58.1 Tara Casillas’s working period at the npd group
5.58.2 Gantt plot of Tara Casillas’s experience
5.59 Timothy Santos
Job title: Detective
Associated: True
Socials: https://linkedin.com/in/timothy-santos-4291aa170
5.59.1 Timothy Santos’s working period at the npd group
5.59.2 Gantt plot of Timothy Santos’s experience
5.60 Wendy Savoie
Job title: Records technician and communications specialist
Associated: True
Socials: https://linkedin.com/in/wendy-savoie-7154b413